Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "182" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 219 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 214 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.034747 | -0.587899 | 13.717184 | 8.156646 | 6.596750 | 111.823433 | 10.178866 | 8.390740 | 0.7781 | 0.7642 | 0.2609 | 8.391432 | 8.093945 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.778650 | 0.322004 | 17.352705 | 30.240740 | 9.976556 | 250.415529 | 4.937126 | 12.017449 | 0.7365 | 0.7231 | 0.2560 | 5.071728 | 4.965949 |
| 2459592 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.379395 | 3.797608 | 51.170204 | 16.789516 | 16.874086 | 50.429127 | -0.898709 | 12.776710 | 0.7101 | 0.6975 | 0.4552 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 3.24% | 0.00% | 100.00% | 0.00% | 4.234440 | 2.078894 | 20.051365 | 15.865699 | 8.592268 | 103.003781 | -1.687377 | 17.788498 | 0.6788 | 0.6705 | 0.3678 | 6.782691 | 6.512935 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.330569 | 2.711814 | 17.859764 | 6.266284 | 9.497627 | 144.567366 | -0.299475 | 2.619009 | 0.6802 | 0.6391 | 0.3740 | 6.141888 | 5.343375 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.325369 | 3.013547 | 15.345619 | 16.181092 | 5.973447 | 8.590045 | 7.722807 | 7.648050 | 0.7113 | 0.7040 | 0.2858 | 5.002315 | 4.431594 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.977511 | 0.216525 | 20.881434 | 54.937594 | 7.343807 | 144.198652 | 7.031196 | 8.968424 | 0.7775 | 0.7369 | 0.2367 | 7.430931 | 7.190017 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 354.008611 | 354.404795 | inf | inf | 100.732907 | 101.196988 | 606.514966 | 604.972662 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 312.231691 | 312.373842 | inf | inf | 17.709383 | 15.723552 | 665.816273 | 682.979909 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | RF_maintenance | 100.00% | 0.00% | 20.90% | 0.00% | 100.00% | 0.00% | 35.288631 | 28.708274 | 21.421387 | 6.715933 | 6.914424 | 10.551032 | -0.452759 | 20.429107 | 0.6438 | 0.4962 | 0.3926 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 938.330869 | 606.085210 | inf | inf | 3285.507170 | 2643.256059 | 21268.231735 | 15750.803065 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.207070 | 13.545981 | 8.522237 | 29.205107 | 6.930133 | 27.642147 | -1.192691 | 5.651967 | 0.6812 | 0.5486 | 0.4101 | 3.854689 | 2.664709 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 7.57% | 0.00% | 100.00% | 0.00% | 3.059341 | 10.406674 | 7.908947 | 24.686904 | 8.425927 | 44.060213 | -1.321280 | 11.557735 | 0.6809 | 0.5661 | 0.4105 | 3.638787 | 2.600040 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 9.73% | 0.00% | 100.00% | 0.00% | 4.459083 | 1.526790 | 7.975737 | 10.269627 | 6.577990 | 148.239116 | -1.066489 | 19.828218 | 0.6885 | 0.6194 | 0.3907 | 3.307279 | 2.841015 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.527073 | 2.372289 | 9.016957 | 6.974080 | 7.736124 | 2.725903 | -0.930563 | 20.278145 | 0.6819 | 0.6881 | 0.3787 | 4.004602 | 4.015815 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.513977 | 3.712482 | 10.418022 | 4.708023 | 8.388179 | 89.409388 | -1.731654 | 36.756095 | 0.6769 | 0.6721 | 0.3797 | 34.176956 | 39.711313 |
| 2459578 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.907873 | 4.045559 | 28.739794 | 24.500912 | 14.599366 | 35.550944 | 9.163517 | 116.715226 | 0.7346 | 0.7491 | 0.4709 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.060839 | 3.595286 | 5.726823 | 6.200588 | 6.988835 | 9.585943 | 0.265287 | 0.222206 | 0.6999 | 0.7042 | 0.3788 | 5.459715 | 4.951655 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 12.97% | 0.00% | 100.00% | 0.00% | 2.228507 | 3.357391 | 6.132273 | 0.612226 | 6.128396 | 113.587620 | 4.734151 | 3.589835 | 0.7493 | 0.6068 | 0.3672 | 4.695863 | 4.050551 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.896440 | 2.503291 | 11.295111 | 2.727029 | 8.790562 | 78.564369 | -1.567462 | 22.997356 | 0.6999 | 0.7083 | 0.3745 | 4.291701 | 4.008184 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 1.62% | 0.00% | 100.00% | 0.00% | 3.597919 | 2.829082 | 5.802445 | 1.771997 | 6.108363 | 111.770375 | -2.222297 | 3.571024 | 0.7023 | 0.6568 | 0.3912 | 4.304353 | 3.660703 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.838243 | -0.545650 | -0.999243 | -0.636461 | -0.978254 | -0.638362 | -0.419156 | -0.316138 | 0.6930 | 0.7002 | 0.3531 | 12.663959 | 13.566736 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.618777 | 2.818807 | 6.704012 | 7.130934 | 5.773215 | 12.177334 | 4.721285 | 4.783441 | 0.7659 | 0.7685 | 0.2373 | 4.172814 | 3.827338 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.506638 | 0.638144 | 7.955719 | 1.683471 | 6.949061 | 11.060094 | -1.274583 | 2.845206 | 0.6920 | 0.7057 | 0.3942 | 3.172091 | 3.060165 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.000390 | -0.000390 | 0.000000 | 0.000000 | -0.823769 | -0.823769 | -0.908427 | -0.908427 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 20.82% | 0.00% | 100.00% | 0.00% | -0.129152 | 2.445018 | -0.445304 | 12.638706 | -1.523535 | 36.144711 | -0.578452 | 14.482453 | 0.7067 | 0.6227 | 0.4089 | 3.301506 | 2.924546 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.567959 | 1.413895 | 17.010551 | 2.325130 | 7.978224 | 54.677653 | -0.430446 | 13.001901 | 0.7057 | 0.7077 | 0.3863 | 4.185354 | 3.981118 |
| 2459562 | RF_maintenance | 100.00% | 0.00% | 2.70% | 0.00% | 100.00% | 0.00% | -0.609480 | -1.223648 | -0.707707 | -2.229198 | -2.138407 | 28.626322 | -0.894399 | 4.532211 | 0.7073 | 0.7012 | 0.3844 | 3.112554 | 2.915782 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.435374 | -0.564018 | -0.165131 | -2.040204 | -1.725109 | 15.802635 | -1.811462 | 3.963687 | 0.7047 | 0.7129 | 0.3820 | 2.811381 | 2.696814 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.274870 | -0.931149 | -0.569625 | -1.177822 | -1.515668 | -1.824370 | -1.114895 | 2.897678 | 0.7061 | 0.7148 | 0.3931 | 3.059344 | 2.893736 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.118277 | -0.560548 | -0.042957 | -0.595720 | -1.103574 | -0.261879 | -0.858179 | 0.931063 | 0.6984 | 0.7082 | 0.3853 | 2.651810 | 2.630663 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.011761 | 2.593471 | 9.229105 | 6.064707 | 8.135216 | 52.860624 | -1.360784 | 5.407990 | 0.7083 | 0.7078 | 0.3850 | 3.477722 | 3.294972 |
| 2459557 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7441 | 0.6940 | 0.4187 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.092829 | 4.165835 | 9.624161 | 3.580827 | 7.436985 | 133.671614 | -2.404142 | 2.397297 | 0.7008 | 0.6622 | 0.3942 | 3.724283 | 3.068120 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7099 | 0.7123 | 0.3911 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7041 | 0.7051 | 0.3920 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.520409 | 5.532005 | 12.545298 | 13.984639 | 12.196972 | 15.588013 | -0.397641 | -0.136151 | 0.7088 | 0.7074 | 0.3918 | 8.490881 | 8.775144 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 69.15% | 0.00% | 100.00% | 0.00% | -0.174934 | 4.576799 | -0.420973 | 16.939395 | -2.365428 | 54.228742 | -1.204079 | 9.700316 | 0.7075 | 0.2767 | 0.4611 | 3.024318 | 1.275441 |
| 2459550 | RF_maintenance | - | 28.83% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.5088 | 0.0595 | 0.1786 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.435740 | 18.058576 | 9.145105 | 38.372929 | 7.752158 | 22.489160 | -1.001350 | 2.468769 | 0.6989 | 0.1096 | 0.4841 | 3.517544 | 1.302947 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 1.34% | 0.00% | 100.00% | 0.00% | 3.603101 | 3.420192 | 11.426433 | 11.448069 | 7.024817 | 8.549229 | 3.477860 | 4.284004 | 0.7414 | 0.7332 | 0.3354 | 4.669015 | 4.088851 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 14.77% | 0.00% | 100.00% | 0.00% | 1.280370 | 1.358566 | 1.202805 | 3.986532 | -1.300951 | 189.972039 | -1.146527 | 3.488087 | 0.7507 | 0.5851 | 0.4010 | 2.801526 | 1.571498 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 3.71% | 0.00% | 100.00% | 0.00% | 5.066010 | 2.733578 | 15.160537 | 14.772642 | 13.539064 | 230.775560 | -1.326666 | 30.109479 | 0.7283 | 0.6328 | 0.4439 | 5.187843 | 4.192413 |
| 2459535 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.656057 | 1.459385 | 0.791247 | 5.004045 | -2.097747 | 1.209915 | -0.874560 | 12.293346 | 0.7869 | 0.7648 | 0.3634 | 2.708630 | 2.394670 |
| 2459534 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.053581 | 1.514999 | -0.132070 | 4.676833 | -2.283004 | 0.873511 | -0.848223 | 10.426004 | 0.7726 | 0.7465 | 0.3696 | 3.738040 | 3.108339 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.756691 | 3.787366 | 12.583330 | 16.219043 | 9.071874 | 9.821965 | -1.456490 | 22.211022 | 0.7250 | 0.7195 | 0.3926 | 3.875597 | 3.306355 |
| 2459530 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.023193 | 1.384199 | -0.189956 | 3.242395 | -1.933392 | 3.240710 | -0.601076 | 13.631446 | 0.7367 | 0.7317 | 0.3882 | 3.440544 | 3.061622 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.074411 | 3.882058 | 10.193010 | 11.601989 | 18.931878 | 5.410412 | -0.511855 | 13.872686 | 0.8963 | 0.9301 | 0.3245 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 4.802164 | 2.688186 | 13.579784 | 12.717326 | 5.965319 | 0.546220 | -3.916567 | 23.358405 | nan | nan | nan | 5.094363 | 4.416211 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.037537 | 2.613042 | 12.592558 | 10.531220 | 3.624200 | 5.455940 | -0.319678 | 26.171479 | 0.6750 | 0.6620 | 0.3493 | 4.413509 | 5.373515 |
| 2459513 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.018137 | 5.262097 | 28.422123 | 29.426841 | 14.399523 | 33.538084 | 3.811117 | 84.321967 | 0.8385 | 0.8460 | 0.2653 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.733286 | 23.940573 | 8.168612 | 49.680426 | 7.581755 | 20.436122 | 7.342984 | 10.272991 | 0.9011 | 0.7862 | 0.2954 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.386279 | 22.368391 | 10.398810 | 44.408210 | 1.687538 | 10.475229 | -1.183611 | 6.182562 | 0.8807 | 0.6683 | 0.3751 | 24.309155 | 13.315982 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.528758 | 1.721056 | 10.681499 | 2.212452 | 17.474430 | 3.401370 | -0.778107 | 9.308947 | 0.8650 | 0.8657 | 0.4617 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 1.777013 | 1.076442 | 1.341416 | 1.598918 | 1.777013 | 0.996523 | 0.965068 | -2.146558 | -2.484448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 1.717740 | 1.177608 | 1.046264 | 1.717740 | 1.445387 | 0.823368 | 0.801918 | -1.561343 | -1.634213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 51.260872 | 11.532788 | 3.577688 | 51.260872 | 6.169067 | 2.379873 | 6.508901 | 33.875190 | -2.421094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 63.865381 | 7.825575 | 4.105743 | 59.349510 | 8.064587 | 13.328716 | 8.410318 | 63.865381 | -2.237820 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 2.068152 | 1.285359 | 1.793135 | 1.723218 | 2.068152 | 1.005790 | 1.248121 | -2.223741 | -2.623114 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 1.707134 | 1.492470 | 0.937374 | 1.707134 | 1.310498 | 0.956802 | 0.748875 | -2.219534 | -1.859837 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 298.972557 | 5.501293 | 4.715030 | 51.087733 | 10.635279 | 298.972557 | 8.625248 | 151.211041 | -3.555639 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 383.849254 | 1.603520 | 8.923714 | 3.862314 | 8.145834 | 4.627796 | 383.849254 | 3.271791 | 236.948983 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Temporal Variability | 16.689945 | 3.903018 | 5.416092 | 8.747597 | 9.661635 | 16.689945 | 13.755663 | -5.516735 | -5.511508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 3.699437 | 2.048497 | 2.291368 | 3.622356 | 3.699437 | 2.373116 | 1.743617 | -2.594420 | -2.558859 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 3.366115 | 1.819679 | 1.167564 | 3.366115 | 2.932452 | 2.359659 | 2.338381 | -2.007327 | -2.065695 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Temporal Variability | 3.447675 | 1.927810 | 2.438199 | 2.646594 | 2.971028 | 3.447675 | 3.198636 | -2.258837 | -2.523176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Temporal Variability | 2.763425 | 1.479170 | 1.552138 | 2.390645 | 2.467847 | 2.763425 | 1.816107 | -2.707461 | -2.575246 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 3.270620 | 2.223608 | 1.999768 | 3.270620 | 3.002560 | 2.434579 | 2.750619 | -2.875071 | -2.464292 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 11.806923 | 3.831081 | 4.574659 | 10.095605 | 11.806923 | 9.763100 | 8.796400 | -2.257487 | -2.769198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 84.204617 | 4.607025 | 5.041383 | 9.214221 | 32.958941 | 12.328407 | 84.204617 | -1.740879 | 82.880930 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 2.901721 | 1.929652 | 2.282581 | 2.530723 | 2.901721 | 1.774660 | 1.210173 | -1.348679 | -1.661545 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 62.408165 | 2.375446 | 3.537377 | 4.996486 | 33.866077 | 4.324526 | 2.233663 | -2.531770 | 62.408165 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 197.813397 | 22.420407 | 24.450366 | 31.595389 | 18.296904 | 22.528806 | 55.432955 | 3.967787 | 197.813397 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | Not Found | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 2.219983 | 2.108464 | 1.676688 | 2.219983 | 2.035321 | 1.891871 | 1.561143 | -1.561750 | -1.629628 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 89.853220 | 24.217755 | 25.237857 | 32.535755 | 33.067243 | 6.521675 | 74.726374 | 26.419944 | 89.853220 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 97.294247 | 4.489852 | 8.706778 | 13.582993 | 97.294247 | 13.768272 | 58.745417 | -1.880398 | 44.985833 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 69.044364 | 25.140916 | 24.260003 | 44.546223 | 4.957699 | 30.550719 | 48.572751 | 2.364157 | 69.044364 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 152.797250 | 49.024704 | 45.794403 | 6.723858 | 57.114418 | 147.003500 | 45.325080 | 152.797250 | 3.802329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 163.427749 | 26.911203 | 29.233714 | 60.365192 | 5.835846 | 21.483748 | 72.714311 | 11.155572 | 163.427749 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 33.078577 | 3.720329 | 3.053505 | 12.991173 | 14.511285 | 14.617599 | 22.066738 | 3.162123 | 33.078577 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 50.499658 | 5.793072 | 1.897265 | 31.841402 | 3.234348 | 5.622911 | 2.963204 | 50.499658 | -0.646317 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 88.503003 | 21.282431 | 21.087018 | 3.035838 | 32.079790 | 20.951851 | 9.246001 | 88.503003 | -3.411171 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 114.763597 | 27.017523 | 27.101307 | 3.608320 | 34.686501 | 34.218994 | 14.547409 | 114.763597 | -1.241374 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Power | 72.621648 | 12.580260 | 3.476635 | 72.621648 | 10.063340 | 14.387825 | 15.835261 | 45.080648 | -2.477222 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 171.134250 | 20.784214 | 22.675284 | 32.138696 | 3.385306 | 12.654368 | 40.565760 | 3.491975 | 171.134250 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 72.764361 | 22.508032 | 19.872828 | 16.372101 | 33.402666 | 72.764361 | 26.778176 | 66.233305 | -0.293934 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 77.112058 | 15.915471 | 14.733116 | 17.971331 | 24.882224 | 77.112058 | 28.187233 | 74.861394 | -2.393912 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 84.118277 | 22.285052 | 20.267650 | 28.005571 | 30.363539 | 65.499931 | 23.731137 | 84.118277 | -3.450395 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 144.100437 | 17.358478 | 16.734038 | 26.149854 | 28.316305 | 144.100437 | 43.035079 | 20.894271 | -1.500960 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 45.948699 | 4.570525 | 5.573582 | 9.800719 | 7.694050 | 10.160726 | 45.948699 | -3.007356 | 8.955030 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Temporal Variability | 52.246630 | 15.065996 | 15.475729 | 29.517296 | 30.756723 | 52.246630 | 50.849490 | 1.618666 | 0.585011 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Temporal Variability | 56.876096 | 17.302943 | 16.606886 | 26.460561 | 25.467145 | 54.403653 | 56.876096 | -0.929661 | -1.094589 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 68.525238 | 18.543107 | 20.159639 | 33.395665 | 32.129129 | 26.702719 | 39.155265 | 2.600790 | 68.525238 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 245.464311 | 18.202333 | 20.314878 | 25.965449 | 20.571531 | 25.446278 | 245.464311 | 0.389276 | 61.130026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 61.932056 | 15.410336 | 17.845429 | 25.348258 | 24.033656 | 34.659891 | 61.932056 | 2.756332 | 24.930447 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Temporal Variability | 12.543627 | 3.953183 | 1.640861 | 10.532672 | 6.376738 | 12.543627 | 5.474992 | -3.190713 | -0.891070 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Power | 30.195002 | 13.720423 | 20.151077 | 6.253089 | 30.195002 | 4.286774 | 20.425524 | 13.391307 | 4.570928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 203.366936 | 24.756046 | 4.240017 | 158.715936 | 10.680561 | 81.214413 | 9.479848 | 203.366936 | -1.472330 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 22.652900 | 3.630788 | 5.038927 | 2.059241 | 15.665588 | 6.031731 | 1.033976 | 22.652900 | 0.223326 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 103.697815 | 5.528221 | 5.093051 | 0.797288 | 19.356412 | 41.774919 | 17.811984 | 103.697815 | 3.650119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 78.175778 | 3.535624 | 2.257737 | 11.274224 | -0.761008 | 12.655651 | 78.175778 | -3.968561 | 53.112851 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 6.568787 | 1.173968 | 1.140610 | -0.830273 | -0.670414 | 6.568787 | -0.490957 | 1.000897 | -2.478559 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 445.490008 | 4.782026 | 4.653177 | 7.191881 | 17.109451 | 445.490008 | 28.039511 | 30.625344 | -1.438143 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 95.672989 | 19.736353 | 17.556235 | 34.266325 | 39.573255 | 26.706380 | 11.720147 | 95.672989 | 7.204742 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 99.969252 | 12.955370 | 15.307345 | 6.919899 | 50.172873 | 99.969252 | 10.502407 | 54.946411 | -5.461878 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | 62.157806 | 2.138640 | 1.909052 | 10.933590 | 10.303827 | 2.820355 | 23.801763 | -3.202279 | 62.157806 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 98.008277 | 1.521038 | 2.423867 | 4.788387 | 5.116972 | 98.008277 | 2.228306 | 42.670954 | -2.488399 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Power | -0.307154 | -0.674491 | -0.674491 | -0.307154 | -0.307154 | -0.763975 | -0.763975 | -0.890074 | -0.890074 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Discontinuties | -0.737738 | -0.941039 | -0.941039 | -0.869027 | -0.869027 | -0.758811 | -0.758811 | -0.737738 | -0.737738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | ee Shape | -0.318759 | -0.318759 | -0.318759 | -0.341617 | -0.341617 | -0.369539 | -0.369539 | -0.327679 | -0.327679 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | N13 | RF_maintenance | nn Temporal Variability | 9.370867 | 5.156480 | 3.649302 | 8.140741 | 7.146417 | 9.370867 | 8.602481 | -2.152231 | -1.974035 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 12.666810 | 1.476504 | 2.249339 | 11.179405 | 12.307044 | 10.231502 | 7.639814 | 12.588209 | 12.666810 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Temporal Variability | 14.540755 | 9.280041 | 3.131445 | 4.154694 | 6.056708 | 14.540755 | 3.316213 | 4.646466 | 6.266848 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 68.922641 | 16.401984 | 14.354951 | 9.226907 | 60.383342 | 4.918021 | 68.922641 | -2.896968 | 30.636650 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 95.244250 | 15.826640 | 4.074458 | 9.915204 | 27.941978 | 6.569643 | 9.371469 | -4.048046 | 95.244250 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Discontinuties | 100.696561 | 16.985483 | 3.623336 | 5.378284 | 24.069800 | 10.402301 | 3.523204 | -2.034804 | 100.696561 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 39.354326 | 0.472773 | 11.126500 | 0.372590 | 7.991762 | 39.354326 | -1.575831 | 31.111655 | -5.882484 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 69.019714 | 1.924173 | 13.966977 | 6.501670 | 5.776620 | 69.019714 | 6.557463 | 12.576735 | 1.163706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 190.693797 | 1.181333 | 9.056154 | 0.168348 | 6.041696 | 190.693797 | 27.692204 | 15.225757 | 40.590578 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 128.254635 | 15.448866 | 6.055161 | 7.538376 | 13.579407 | 5.963398 | 128.254635 | 5.567249 | 60.794999 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 294.264843 | 2.692620 | 23.236224 | 43.147534 | 6.931768 | 294.264843 | 7.627489 | 25.666419 | -1.442818 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 1102.688275 | 16.262623 | 3.191810 | 6.975748 | 15.069644 | 13.318427 | 1102.688275 | -1.863125 | 25.650333 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 298.600290 | 3.419099 | 17.769593 | 2.843233 | 7.804011 | 298.600290 | 7.975797 | 6.158302 | -1.562424 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 129.459527 | 12.035914 | 3.979138 | 8.165241 | 4.257487 | 11.432123 | 129.459527 | 2.138774 | 11.349483 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 351.950705 | 2.701770 | 4.658692 | 1.891056 | 9.904975 | 351.950705 | 8.488004 | 4.652081 | 9.653437 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 126.898940 | 4.759794 | 15.349566 | 6.575278 | 7.385516 | 126.898940 | 15.024364 | 1.674640 | -2.261982 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 181.586236 | 6.399732 | 2.804484 | 9.616945 | 10.354407 | 13.273120 | 181.586236 | 12.240323 | 38.004033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 152.958507 | 15.624283 | 8.068649 | 8.250535 | 29.399526 | 6.875139 | 152.958507 | -2.532448 | 130.601897 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 147.526040 | 5.358116 | 6.792959 | 8.647562 | 15.532094 | 147.526040 | 25.375068 | 7.635347 | 0.607638 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Temporal Variability | 94.824324 | 17.014373 | 23.698731 | 54.892390 | 58.064507 | 94.824324 | 40.549294 | 18.119501 | 11.924615 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 93.485005 | 4.905108 | 3.855753 | 6.870530 | 13.059429 | 93.485005 | 12.539963 | 0.538956 | 7.644230 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 240.475968 | 9.659218 | 1.372937 | 10.750721 | 17.487073 | 15.203338 | 240.475968 | 0.980602 | 15.191727 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 185.221590 | 2.713645 | 4.409836 | 2.827425 | 10.123879 | 185.221590 | 14.350982 | 38.981572 | -3.236324 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 11.116211 | 3.351766 | 3.009153 | 8.875708 | 8.296802 | 11.116211 | 9.562730 | -3.620802 | -3.815610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 56.460782 | 3.942093 | 4.253506 | 9.316722 | 12.102149 | 56.460782 | 13.590624 | 2.245635 | 5.135743 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 188.101636 | 2.219096 | 4.424290 | 5.221924 | 9.473369 | 188.101636 | 13.188876 | 33.154454 | -3.667380 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 238.630266 | 26.492756 | 29.117918 | 64.233959 | 41.560791 | 19.339238 | 238.630266 | 3.192831 | 114.425278 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 46.826202 | 4.791465 | 4.042089 | 8.632212 | 8.977563 | 46.826202 | 13.376742 | -0.296559 | -1.665862 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 14.715144 | 4.354417 | 5.180256 | 11.624888 | 12.159088 | 12.937697 | 14.715144 | -1.053430 | -1.262153 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 38.140096 | 3.265055 | 2.780689 | 10.726061 | 11.253508 | 38.140096 | 11.511170 | 11.163085 | 11.657443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 162.786113 | 3.838972 | 0.939165 | 10.813355 | 5.902263 | 12.717011 | 162.786113 | -1.675530 | 33.123976 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | ee Power | 1.020070 | 1.005385 | 1.005385 | 1.020070 | 1.020070 | -1.529656 | -1.529656 | -0.966010 | -0.966010 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 182 | 13 | RF_maintenance | nn Temporal Variability | 14.720736 | 3.990660 | 3.936454 | 12.287905 | 12.114860 | 12.609881 | 14.720736 | -3.435087 | -3.237705 |